| A Brief Guide to Designing and Evaluating Human-Centered Interactive Machine Learning | Apr 20, 2022 | BIG-bench Machine LearningDecision Making | —Unverified | 0 |
| ELEVATER: A Benchmark and Toolkit for Evaluating Language-Augmented Visual Models | Apr 19, 2022 | FairnessFew-Shot Image Classification | CodeCode Available | 4 |
| The Equity Framework: Fairness Beyond Equalized Predictive Outcomes | Apr 18, 2022 | Decision MakingFairness | —Unverified | 0 |
| Demographic-Reliant Algorithmic Fairness: Characterizing the Risks of Demographic Data Collection in the Pursuit of Fairness | Apr 18, 2022 | AttributeFairness | —Unverified | 0 |
| A Comprehensive Survey on Trustworthy Graph Neural Networks: Privacy, Robustness, Fairness, and Explainability | Apr 18, 2022 | Drug DiscoveryFairness | —Unverified | 0 |
| Trinary Tools for Continuously Valued Binary Classifiers | Apr 18, 2022 | BIG-bench Machine LearningFairness | —Unverified | 0 |
| CPFair: Personalized Consumer and Producer Fairness Re-ranking for Recommender Systems | Apr 17, 2022 | FairnessRecommendation Systems | CodeCode Available | 1 |
| Fairly Accurate: Learning Optimal Accuracy vs. Fairness Tradeoffs for Hate Speech Detection | Apr 15, 2022 | FairnessHate Speech Detection | —Unverified | 0 |
| Global Counterfactual Explanations: Investigations, Implementations and Improvements | Apr 14, 2022 | counterfactualCounterfactual Explanation | CodeCode Available | 1 |
| Sharing the Load: Considering Fairness in De-energization Scheduling to Mitigate Wildfire Ignition Risk using Rolling Optimization | Apr 13, 2022 | FairnessScheduling | —Unverified | 0 |